Semantics-Aware Generative Latent Data Augmentation for Learning in Low-Resource Domains

Jaesung Bae, Minje Kim

Despite strong performance in data-rich regimes, deep learning often underperforms in the data-scarce settings common in practice. While foundation models (FMs) trained on massive…